Welcome, I'm

Francis Natus Mugisha

ML & AI Engineer

Approaching two sides—building systems, train and fine-tune models, depth beneath the surface—civic innovation & systems.

19+

Credentials

DL, ML fundamentals, AWS, GenAI hackathon cert

Challenges

Voice AI challenge

DeepLearning.AI × Vocal Bridge — ranked #3 of 38 builders

Ongoing

ARC challenge

Kaggle ARC-AGI-2

Live platforms

ArrivAI & MGM Assist in production

Featured work

A short list of highlights — filter below, or open More for the full set.

A concise chronology — details live on Projects and Learning and Skills.

Jul 2026
Generative AI with LLMs
Coursera · DeepLearning.AI & AWS — generative models, fine-tuning, and deploying LLMs in production.
Jun 2026
ArrivAI shipped
Migrant economic integration for South Korea — IRS scoring, 3D map, Saramin jobs, Claude assistant.
Jun 2026
Voice AI challenge — #3
7-Day Voice AI Builder Challenge (DeepLearning.AI × Vocal Bridge) — voice escalation skill ranked #3 of 38 builders.
Mar 2026
MGM Assist shipped
GenAI Academy World Wide Vibes — civic intelligence for Montgomery, AL.
Apr – May 2026
AWS AI Practitioner Challenge
Udacity apprenticeship with AWS — Apr to May, remote, applied ML in cloud contexts.
Mar – Nov 2026
ARC-AGI-2 (ongoing)
Kaggle novel-reasoning benchmark — pattern induction, symbolic approaches, community notebooks.
Dec 2025 – Apr 2026
Deep learning & ML certs
DeepLearning.AI track, Stanford Online ML, structured fundamentals through Apr 2026.
Aug 2025
AI Chatbot shipped
Ask questions and get instant answers in a conversational chat interface.

Jul 2026
Generative AI with LLMs
Coursera · DeepLearning.AI & AWS — generative models, fine-tuning, and deploying LLMs in production.
Jun 2026
ArrivAI shipped
Migrant economic integration for South Korea — IRS scoring, 3D map, Saramin jobs, Claude assistant.
Jun 2026
Voice AI challenge — #3
7-Day Voice AI Builder Challenge (DeepLearning.AI × Vocal Bridge) — voice escalation skill ranked #3 of 38 builders.
Mar 2026
MGM Assist shipped
GenAI Academy World Wide Vibes — civic intelligence for Montgomery, AL.
Apr – May 2026
AWS AI Practitioner Challenge
Udacity apprenticeship with AWS — Apr to May, remote, applied ML in cloud contexts.
Mar – Nov 2026
ARC-AGI-2 (ongoing)
Kaggle novel-reasoning benchmark — pattern induction, symbolic approaches, community notebooks.
Dec 2025 – Apr 2026
Deep learning & ML certs
DeepLearning.AI track, Stanford Online ML, structured fundamentals through Apr 2026.
Aug 2025
AI Chatbot shipped
Ask questions and get instant answers in a conversational chat interface.

Civic AI, trustworthy systems, models training or fine tuning — send a note. Submitting opens your mail client with this message prefilled.

Kaggle

Location

Gangwon-do, South Korea